Comparison
mcp vs mcp-context-forge
Verdict
Pick mcp if mCP provides open-source implementations of servers and clients for Model Context Protocol tailored for AWS, supporting Python; pick mcp-context-forge if mcp-context-forge is an AI gateway and registry for MCP, A2A, REST/gRPC APIs. It offers centralized discovery, guardrails, management, and optimization for agent and tool calling in Python.
Markdown twin · mcp alternatives · mcp-context-forge alternatives
GraphCanon updated 1mo
vs
Trust & integrity
| Signal | mcp | mcp-context-forge |
|---|---|---|
| Maintenance | Very active (1d since push) As of 1mo · github_public_v1 | Very active (1d since push) As of 1mo · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1mo · github_public_v1 | Not a fork · Organization account As of 1mo · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- mcp
- Open source MCP Servers for AWS
- mcp-context-forge
- AI Gateway and registry for MCP, A2A, REST/gRPC APIs
Stars
- mcp
- 9.5k
- mcp-context-forge
- 4.1k
Forks
- mcp
- 1.7k
- mcp-context-forge
- 772
Open issues
- mcp
- 326
- mcp-context-forge
- 1.2k
Language
- mcp
- Python
- mcp-context-forge
- Python
Adopt for
- mcp
- MCP provides open-source implementations of servers and clients for Model Context Protocol tailored for AWS, supporting Python.
- mcp-context-forge
- mcp-context-forge is an AI gateway and registry for MCP, A2A, REST/gRPC APIs. It offers centralized discovery, guardrails, management, and optimization for agent and tool calling in Python.
Persona
- mcp
- -
- mcp-context-forge
- -
Runtime
- mcp
- -
- mcp-context-forge
- -
License
- mcp
- Distributed under the Apache-2.0 license, allowing free use, modification and distribution but with no warranty.
- mcp-context-forge
- Available under the Apache License 2.0
Last pushed
- mcp
- Jul 25, 2026
- mcp-context-forge
- Jul 25, 2026
Categories
- mcp
- Inference & Serving
- mcp-context-forge
- Developer Tools, Evaluation & Observability, Inference & Serving
Trust and health
Open issues (now)
- mcp
- 326
- mcp-context-forge
- 1.2k
Full report
- mcp
- Trust report
- mcp-context-forge
- Trust report
Shared compatibility
- VS Code · mcp: Works with VS Code · mcp-context-forge: Works with VS Code
Choose mcp if…
- Tags unique to mcp: aws, mcp, modelcontextprotocol.
- When you need an open-source solution specifically designed to work with the AWS environment for deploying and managing model context protocols.
- More GitHub stars (9.5k vs 4.1k) - visibility, not fit.
When NOT to use mcp
- Avoid MCP if your application does not run within an AWS ecosystem, as its integration with AWS-specific components may offer limited utility outside this environment.
- Do not use mcp if your primary development language is not Python, given that the service implementations are exclusively in Python and may require substantial adaptation for other languages.
Choose mcp-context-forge if…
- Pricing: Open-source, free to use for both personal and commercial projects..
- Requirements: Requires Docker; Supports running with Docker for ease of deployment..
- Tags unique to mcp-context-forge: agents, ai-gateway, authentication-middleware, devops.
- Also covers Developer Tools, Evaluation & Observability.
- mcp-context-forge ships Docker support for self-hosted deployment.
- When you need to integrate multiple APIs using a unified endpoint with support for MCP, Agent-to-Agent communication, or REST/gRPC services.
When NOT to use mcp-context-forge
- When only REST API support is required, without additional functionality such as MCP or A2A services.
- For applications that do not benefit from centralized discovery and management features for AI agents, preferring more decentralized approaches to development.
- If your project is built in a language other than Python and integration with third-party plugins is unnecessary.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (awslabs/mcp) · observed Jul 26, 2026
- GitHub forks (awslabs/mcp) · observed Jul 26, 2026
- Last push (awslabs/mcp) · observed Jul 25, 2026
- License file (Apache-2.0) · observed Jul 26, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (IBM/mcp-context-forge) · observed Jul 26, 2026
- GitHub forks (IBM/mcp-context-forge) · observed Jul 26, 2026
- Last push (IBM/mcp-context-forge) · observed Jul 25, 2026
- License file (Apache-2.0) · observed Jul 26, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: mcp 9.5k · mcp-context-forge 4.1k (synced Jul 26, 2026).
Common questions
- What is the difference between mcp and mcp-context-forge?
- mcp: Open source MCP Servers for AWS. mcp-context-forge: AI Gateway and registry for MCP, A2A, REST/gRPC APIs. See the comparison table for live GitHub stats and shared categories.
- When should I choose mcp over mcp-context-forge?
- Choose mcp over mcp-context-forge when Tags unique to mcp: aws, mcp, modelcontextprotocol; When you need an open-source solution specifically designed to work with the AWS environment for deploying and managing model context protocols; More GitHub stars (9.5k vs 4.1k) - visibility, not fit.
- When should I choose mcp-context-forge over mcp?
- Choose mcp-context-forge over mcp when Pricing: Open-source, free to use for both personal and commercial projects.; Requirements: Requires Docker; Supports running with Docker for ease of deployment.; Tags unique to mcp-context-forge: agents, ai-gateway, authentication-middleware, devops; Also covers Developer Tools, Evaluation & Observability; mcp-context-forge ships Docker support for self-hosted deployment; When you need to integrate multiple APIs using a unified endpoint with support for MCP, Agent-to-Agent communication, or REST/gRPC services.
- When should I avoid mcp?
- Avoid MCP if your application does not run within an AWS ecosystem, as its integration with AWS-specific components may offer limited utility outside this environment. Do not use mcp if your primary development language is not Python, given that the service implementations are exclusively in Python and may require substantial adaptation for other languages.
- When should I avoid mcp-context-forge?
- When only REST API support is required, without additional functionality such as MCP or A2A services. For applications that do not benefit from centralized discovery and management features for AI agents, preferring more decentralized approaches to development. If your project is built in a language other than Python and integration with third-party plugins is unnecessary.
- Is mcp or mcp-context-forge more popular on GitHub?
- mcp has more GitHub stars (9,503 vs 4,143). Stars measure visibility, not whether either tool fits your constraints.
- Are mcp and mcp-context-forge open source?
- Yes - both are open-source projects on GitHub (mcp: Apache-2.0, mcp-context-forge: Apache-2.0).
- Where can I find alternatives to mcp or mcp-context-forge?
- GraphCanon lists graph-backed alternatives at mcp alternatives and mcp-context-forge alternatives (mcp markdown twin, mcp-context-forge markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, mcp or mcp-context-forge?
- mcp: Very active. mcp-context-forge: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for mcp and mcp-context-forge?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: mcp trust report; mcp-context-forge trust report.